Pandas Profiling Report

Dataset statistics

Number of variables	41
Number of observations	47520
Missing cells	37330
Missing cells (%)	1.9%
Total size in memory	14.9 MiB
Average record size in memory	328.0 B

Variable types

Numeric	10
Text	29
Boolean	2

Alerts

`recorded_by` has constant value ""	Constant
`public_meeting` is highly imbalanced (56.0%)	Imbalance
`funder` has 2877 (6.1%) missing values	Missing
`installer` has 2889 (6.1%) missing values	Missing
`public_meeting` has 2689 (5.7%) missing values	Missing
`scheme_management` has 3103 (6.5%) missing values	Missing
`scheme_name` has 23036 (48.5%) missing values	Missing
`permit` has 2439 (5.1%) missing values	Missing
`amount_tsh` is highly skewed (γ1 = 57.2301714)	Skewed
`num_private` is highly skewed (γ1 = 89.07841041)	Skewed
`id` has unique values	Unique
`amount_tsh` has 33331 (70.1%) zeros	Zeros
`gps_height` has 16275 (34.2%) zeros	Zeros
`longitude` has 1433 (3.0%) zeros	Zeros
`num_private` has 46903 (98.7%) zeros	Zeros
`population` has 17048 (35.9%) zeros	Zeros
`construction_year` has 16503 (34.7%) zeros	Zeros

Reproduction

Analysis started	2024-02-09 10:28:59.066490
Analysis finished	2024-02-09 10:29:03.471850
Duration	4.41 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

id
Real number (ℝ)

UNIQUE

Distinct	47520
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37114.48641

Minimum	0
Maximum	74247
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	371.4 KiB

Quantile statistics

Minimum	0
5-th percentile	3733.9
Q1	18555.75
median	37038
Q3	55666.25
95-th percentile	70566.05
Maximum	74247
Range	74247
Interquartile range (IQR)	37110.5

Descriptive statistics

Standard deviation	21445.76541
Coefficient of variation (CV)	0.5778273521
Kurtosis	-1.199055428
Mean	37114.48641
Median Absolute Deviation (MAD)	18558.5
Skewness	0.002774336093
Sum	1763680394
Variance	459920853.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
454	1	< 0.1%
49218	1	< 0.1%
10673	1	< 0.1%
20940	1	< 0.1%
67861	1	< 0.1%
68334	1	< 0.1%
533	1	< 0.1%
30019	1	< 0.1%
66595	1	< 0.1%
17276	1	< 0.1%
Other values (47510)	47510	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
4	1	< 0.1%
6	1	< 0.1%

Value	Count	Frequency (%)
74247	1	< 0.1%
74243	1	< 0.1%
74242	1	< 0.1%
74240	1	< 0.1%
74239	1	< 0.1%

amount_tsh
Real number (ℝ)

SKEWED ZEROS

Distinct	96
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	322.0475726

Minimum	0
Maximum	350000
Zeros	33331
Zeros (%)	70.1%
Negative	0
Negative (%)	0.0%
Memory size	371.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	20
95-th percentile	1200
Maximum	350000
Range	350000
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	3200.623244
Coefficient of variation (CV)	9.938355435
Kurtosis	4638.375637
Mean	322.0475726
Median Absolute Deviation (MAD)	0
Skewness	57.2301714
Sum	15303700.65
Variance	10243989.15
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	33331	70.1%
500	2488	5.2%
50	1986	4.2%
20	1185	2.5%
1000	1167	2.5%
200	980	2.1%
100	653	1.4%
10	649	1.4%
30	607	1.3%
2000	559	1.2%
Other values (86)	3915	8.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	33331	70.1%
0.2	2	< 0.1%
0.25	1	< 0.1%
1	2	< 0.1%
2	11	< 0.1%

Value	Count	Frequency (%)
350000	1	< 0.1%
250000	1	< 0.1%
200000	1	< 0.1%
170000	1	< 0.1%
120000	1	< 0.1%

date_recorded
Text

Distinct	351
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	371.4 KiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	475200
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	31 ?
Unique (%)	0.1%

Sample

1st row	2013-02-27
2nd row	2011-03-17
3rd row	2011-07-10
4th row	2011-04-12
5th row	2011-04-05

Value	Count	Frequency (%)
2011-03-15	459	1.0%
2011-03-17	458	1.0%
2013-02-03	442	0.9%
2011-03-14	438	0.9%
2011-03-16	394	0.8%
2011-03-18	381	0.8%
2011-03-04	379	0.8%
2011-03-19	371	0.8%
2013-02-14	368	0.8%
2013-01-29	365	0.8%
Other values (341)	43465	91.5%

Most occurring characters

Value	Count	Frequency (%)
0	111199	23.4%
1	103202	21.7%
-	95040	20.0%
2	83096	17.5%
3	42279	8.9%
7	10258	2.2%
4	8602	1.8%
8	7477	1.6%
6	4895	1.0%
5	4861	1.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	380160	80.0%
Dash Punctuation	95040	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	111199	29.3%
1	103202	27.1%
2	83096	21.9%
3	42279	11.1%
7	10258	2.7%
4	8602	2.3%
8	7477	2.0%
6	4895	1.3%
5	4861	1.3%
9	4291	1.1%

Dash Punctuation

Value	Count	Frequency (%)
-	95040	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	475200	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	111199	23.4%
1	103202	21.7%
-	95040	20.0%
2	83096	17.5%
3	42279	8.9%
7	10258	2.2%
4	8602	1.8%
8	7477	1.6%
6	4895	1.0%
5	4861	1.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	475200	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	111199	23.4%
1	103202	21.7%
-	95040	20.0%
2	83096	17.5%
3	42279	8.9%
7	10258	2.2%
4	8602	1.8%
8	7477	1.6%
6	4895	1.0%
5	4861	1.0%

funder
Text

MISSING

Distinct	1697
Distinct (%)	3.8%
Missing	2877
Missing (%)	6.1%
Memory size	371.4 KiB

Length

Max length	30
Median length	27
Mean length	9.919629057
Min length	1

Characters and Unicode

Total characters	442842
Distinct characters	69
Distinct categories	9 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	865 ?
Unique (%)	1.9%

Sample

1st row	Dmdd
2nd row	Cmsr
3rd row	Kkkt
4th row	Ki
5th row	Hesawa

Value	Count	Frequency (%)
of	7794	10.8%
government	7406	10.2%
tanzania	7320	10.1%
danida	2496	3.5%
world	2232	3.1%
water	2140	3.0%
hesawa	1795	2.5%
bank	1133	1.6%
rwssp	1107	1.5%
kkkt	1107	1.5%
Other values (1861)	37753	52.2%

Most occurring characters

Value	Count	Frequency (%)
a	54523	12.3%
n	46193	10.4%
i	30358	6.9%
e	30023	6.8%
	27687	6.3%
r	22343	5.0%
t	18436	4.2%
o	18219	4.1%
s	13776	3.1%
d	12416	2.8%
Other values (59)	168868	38.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	340602	76.9%
Uppercase Letter	71734	16.2%
Space Separator	27687	6.3%
Other Punctuation	1075	0.2%
Decimal Number	651	0.1%
Open Punctuation	355	0.1%
Close Punctuation	350	0.1%
Dash Punctuation	265	0.1%
Connector Punctuation	123	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	54523	16.0%
n	46193	13.6%
i	30358	8.9%
e	30023	8.8%
r	22343	6.6%
t	18436	5.4%
o	18219	5.3%
s	13776	4.0%
d	12416	3.6%
f	12282	3.6%
Other values (16)	82033	24.1%

Uppercase Letter

Value	Count	Frequency (%)
T	9696	13.5%
G	8558	11.9%
O	8483	11.8%
D	6329	8.8%
W	5908	8.2%
C	3735	5.2%
R	3541	4.9%
H	2802	3.9%
M	2488	3.5%
A	2363	3.3%
Other values (16)	17831	24.9%

Decimal Number

Value	Count	Frequency (%)
0	643	98.8%
2	3	0.5%
9	2	0.3%
1	2	0.3%
4	1	0.2%

Other Punctuation

Value	Count	Frequency (%)
/	639	59.4%
.	376	35.0%
\	30	2.8%
&	22	2.0%
'	8	0.7%

Open Punctuation

Value	Count	Frequency (%)
(	352	99.2%
[	3	0.8%

Close Punctuation

Value	Count	Frequency (%)
)	348	99.4%
]	2	0.6%

Space Separator

Value	Count	Frequency (%)
	27687	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	265	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	123	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	412336	93.1%
Common	30506	6.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	54523	13.2%
n	46193	11.2%
i	30358	7.4%
e	30023	7.3%
r	22343	5.4%
t	18436	4.5%
o	18219	4.4%
s	13776	3.3%
d	12416	3.0%
f	12282	3.0%
Other values (42)	153767	37.3%

Common

Value	Count	Frequency (%)
	27687	90.8%
0	643	2.1%
/	639	2.1%
.	376	1.2%
(	352	1.2%
)	348	1.1%
-	265	0.9%
_	123	0.4%
\	30	0.1%
&	22	0.1%
Other values (7)	21	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	442842	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	54523	12.3%
n	46193	10.4%
i	30358	6.9%
e	30023	6.8%
	27687	6.3%
r	22343	5.0%
t	18436	4.2%
o	18219	4.1%
s	13776	3.1%
d	12416	2.8%
Other values (59)	168868	38.1%

gps_height
Real number (ℝ)

ZEROS

Distinct	2401
Distinct (%)	5.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	668.7453704

Minimum	-63
Maximum	2770
Zeros	16275
Zeros (%)	34.2%
Negative	1203
Negative (%)	2.5%
Memory size	371.4 KiB

Quantile statistics

Minimum	-63
5-th percentile	0
Q1	0
median	370
Q3	1320
95-th percentile	1797
Maximum	2770
Range	2833
Interquartile range (IQR)	1320

Descriptive statistics

Standard deviation	692.9721534
Coefficient of variation (CV)	1.036227216
Kurtosis	-1.291294408
Mean	668.7453704
Median Absolute Deviation (MAD)	370
Skewness	0.4621979983
Sum	31778780
Variance	480210.4054
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16275	34.2%
-15	52	0.1%
-16	49	0.1%
-13	45	0.1%
-20	43	0.1%
1290	42	0.1%
-14	41	0.1%
-27	39	0.1%
1269	39	0.1%
1304	39	0.1%
Other values (2391)	30856	64.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-63	2	< 0.1%
-59	1	< 0.1%
-57	1	< 0.1%
-55	1	< 0.1%
-54	1	< 0.1%

Value	Count	Frequency (%)
2770	1	< 0.1%
2628	1	< 0.1%
2627	1	< 0.1%
2626	2	< 0.1%
2614	1	< 0.1%

installer
Text

MISSING

Distinct	1923
Distinct (%)	4.3%
Missing	2889
Missing (%)	6.1%
Memory size	371.4 KiB

Length

Max length	30
Median length	29
Mean length	6.103605118
Min length	1

Characters and Unicode

Total characters	272410
Distinct characters	69
Distinct categories	10 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	974 ?
Unique (%)	2.2%

Sample

1st row	DMDD
2nd row	Gove
3rd row	KKKT
4th row	Ki
5th row	DWE

Value	Count	Frequency (%)
dwe	14097	25.8%
government	2177	4.0%
water	1495	2.7%
hesawa	1153	2.1%
rwe	991	1.8%
district	964	1.8%
kkkt	922	1.7%
council	882	1.6%
commu	854	1.6%
danida	836	1.5%
Other values (1791)	30248	55.4%

Most occurring characters

Value	Count	Frequency (%)
D	22054	8.1%
W	20701	7.6%
E	20370	7.5%
a	13920	5.1%
n	13158	4.8%
e	12367	4.5%
i	11985	4.4%
A	10938	4.0%
r	10676	3.9%
t	10272	3.8%
Other values (59)	125969	46.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	134003	49.2%
Lowercase Letter	126376	46.4%
Space Separator	10099	3.7%
Other Punctuation	798	0.3%
Decimal Number	639	0.2%
Dash Punctuation	222	0.1%
Open Punctuation	131	< 0.1%
Connector Punctuation	125	< 0.1%
Close Punctuation	15	< 0.1%
Currency Symbol	2	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
D	22054	16.5%
W	20701	15.4%
E	20370	15.2%
A	10938	8.2%
C	8449	6.3%
S	5354	4.0%
R	5189	3.9%
I	4975	3.7%
T	4779	3.6%
K	4275	3.2%
Other values (16)	26919	20.1%

Lowercase Letter

Value	Count	Frequency (%)
a	13920	11.0%
n	13158	10.4%
e	12367	9.8%
i	11985	9.5%
r	10676	8.4%
t	10272	8.1%
o	9915	7.8%
m	7447	5.9%
s	4958	3.9%
l	4952	3.9%
Other values (16)	26726	21.1%

Other Punctuation

Value	Count	Frequency (%)
/	556	69.7%
.	187	23.4%
&	44	5.5%
'	10	1.3%
#	1	0.1%

Decimal Number

Value	Count	Frequency (%)
0	636	99.5%
9	1	0.2%
4	1	0.2%
1	1	0.2%

Open Punctuation

Value	Count	Frequency (%)
(	129	98.5%
[	2	1.5%

Close Punctuation

Value	Count	Frequency (%)
}	13	86.7%
]	2	13.3%

Space Separator

Value	Count	Frequency (%)
	10099	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	222	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	125	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	260379	95.6%
Common	12031	4.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
D	22054	8.5%
W	20701	8.0%
E	20370	7.8%
a	13920	5.3%
n	13158	5.1%
e	12367	4.7%
i	11985	4.6%
A	10938	4.2%
r	10676	4.1%
t	10272	3.9%
Other values (42)	113938	43.8%

Common

Value	Count	Frequency (%)
	10099	83.9%
0	636	5.3%
/	556	4.6%
-	222	1.8%
.	187	1.6%
(	129	1.1%
_	125	1.0%
&	44	0.4%
}	13	0.1%
'	10	0.1%
Other values (7)	10	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	272410	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
D	22054	8.1%
W	20701	7.6%
E	20370	7.5%
a	13920	5.1%
n	13158	4.8%
e	12367	4.5%
i	11985	4.4%
A	10938	4.0%
r	10676	3.9%
t	10272	3.8%
Other values (59)	125969	46.2%

longitude
Real number (ℝ)

ZEROS

Distinct	46043
Distinct (%)	96.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.09131645

Minimum	0
Maximum	40.34519307
Zeros	1433
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	371.4 KiB

Quantile statistics

Minimum	0
5-th percentile	30.04355494
Q1	33.08431976
median	34.91167698
Q3	37.18058514
95-th percentile	39.13658192
Maximum	40.34519307
Range	40.34519307
Interquartile range (IQR)	4.096265385

Descriptive statistics

Standard deviation	6.538402533
Coefficient of variation (CV)	0.1917908492
Kurtosis	19.36254803
Mean	34.09131645
Median Absolute Deviation (MAD)	2.03768666
Skewness	-4.203791707
Sum	1620019.358
Variance	42.75070768
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1433	3.0%
39.09568416	2	< 0.1%
39.09649867	2	< 0.1%
39.09348389	2	< 0.1%
39.10124424	2	< 0.1%
37.33981057	2	< 0.1%
37.53277831	2	< 0.1%
32.96700926	2	< 0.1%
39.09143391	2	< 0.1%
39.09906887	2	< 0.1%
Other values (46033)	46069	96.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1433	3.0%
29.6071219	1	< 0.1%
29.61032056	1	< 0.1%
29.61096482	1	< 0.1%
29.61194674	1	< 0.1%

Value	Count	Frequency (%)
40.34519307	1	< 0.1%
40.34430089	1	< 0.1%
40.32523996	1	< 0.1%
40.32522643	1	< 0.1%
40.32340181	1	< 0.1%

latitude
Real number (ℝ)

Distinct	46044
Distinct (%)	96.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-5.705002278

Minimum	-11.64944018
Maximum	-2 × 10^-8
Zeros	0
Zeros (%)	0.0%
Negative	47520
Negative (%)	100.0%
Memory size	371.4 KiB

Quantile statistics

Minimum	-11.64944018
5-th percentile	-10.58403249
Q1	-8.532465267
median	-5.017697195
Q3	-3.326464222
95-th percentile	-1.417337671
Maximum	-2 × 10^-8
Range	11.64944016
Interquartile range (IQR)	5.206001045

Descriptive statistics

Standard deviation	2.943502774
Coefficient of variation (CV)	-0.5159512004
Kurtosis	-1.057146654
Mean	-5.705002278
Median Absolute Deviation (MAD)	2.07045949
Skewness	-0.1540169554
Sum	-271101.7082
Variance	8.664208578
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-2 × 10^-8	1433	3.0%
-6.99261144	2	< 0.1%
-2.47667983	2	< 0.1%
-6.9802163	2	< 0.1%
-6.98945622	2	< 0.1%
-6.9813255	2	< 0.1%
-7.06537264	2	< 0.1%
-6.96247516	2	< 0.1%
-2.50658954	2	< 0.1%
-6.97826294	2	< 0.1%
Other values (46034)	46069	96.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-11.64944018	1	< 0.1%
-11.64837759	1	< 0.1%
-11.58629656	1	< 0.1%
-11.56857679	1	< 0.1%
-11.56680457	1	< 0.1%

Value	Count	Frequency (%)
-2 × 10^-8	1433	3.0%
-0.99846435	1	< 0.1%
-0.998916	1	< 0.1%
-0.99901209	1	< 0.1%
-0.9994692	1	< 0.1%

wpt_name
Text

Distinct	30741
Distinct (%)	64.7%
Missing	1
Missing (%)	< 0.1%
Memory size	371.4 KiB

Length

Max length	30
Median length	25
Mean length	10.9545445
Min length	1

Characters and Unicode

Total characters	520549
Distinct characters	74
Distinct categories	10 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	27331 ?
Unique (%)	57.5%

Sample

1st row	Narmo
2nd row	Lukali
3rd row	Mahakama
4th row	Shule Ya Msingi Chosi A
5th row	Kwa Mjowe

Value	Count	Frequency (%)
kwa	17072	19.5%
none	2858	3.3%
mzee	2699	3.1%
shuleni	1659	1.9%
ya	1196	1.4%
shule	1095	1.3%
school	880	1.0%
primary	827	0.9%
zahanati	778	0.9%
msingi	693	0.8%
Other values (24966)	57611	65.9%

Most occurring characters

Value	Count	Frequency (%)
a	78885	15.2%
i	41759	8.0%
	39853	7.7%
n	33594	6.5%
e	32920	6.3%
w	25319	4.9%
K	25060	4.8%
o	24321	4.7%
u	19321	3.7%
M	17624	3.4%
Other values (64)	181893	34.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	394556	75.8%
Uppercase Letter	84048	16.1%
Space Separator	39853	7.7%
Decimal Number	1343	0.3%
Other Punctuation	581	0.1%
Dash Punctuation	87	< 0.1%
Open Punctuation	26	< 0.1%
Close Punctuation	26	< 0.1%
Connector Punctuation	16	< 0.1%
Modifier Symbol	13	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	78885	20.0%
i	41759	10.6%
n	33594	8.5%
e	32920	8.3%
w	25319	6.4%
o	24321	6.2%
u	19321	4.9%
l	16705	4.2%
m	14168	3.6%
h	13757	3.5%
Other values (16)	93807	23.8%

Uppercase Letter

Value	Count	Frequency (%)
K	25060	29.8%
M	17624	21.0%
S	8558	10.2%
N	3923	4.7%
A	2789	3.3%
B	2723	3.2%
C	2256	2.7%
P	2039	2.4%
L	2014	2.4%
J	1889	2.2%
Other values (16)	15173	18.1%

Decimal Number

Value	Count	Frequency (%)
1	410	30.5%
2	357	26.6%
3	120	8.9%
4	93	6.9%
7	78	5.8%
6	68	5.1%
5	67	5.0%
8	57	4.2%
9	55	4.1%
0	38	2.8%

Other Punctuation

Value	Count	Frequency (%)
'	339	58.3%
.	134	23.1%
/	106	18.2%
&	2	0.3%

Open Punctuation

Value	Count	Frequency (%)
(	20	76.9%
[	6	23.1%

Close Punctuation

Value	Count	Frequency (%)
)	20	76.9%
]	6	23.1%

Space Separator

Value	Count	Frequency (%)
	39853	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	87	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	16	100.0%

Modifier Symbol

Value	Count	Frequency (%)
`	13	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	478604	91.9%
Common	41945	8.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	78885	16.5%
i	41759	8.7%
n	33594	7.0%
e	32920	6.9%
w	25319	5.3%
K	25060	5.2%
o	24321	5.1%
u	19321	4.0%
M	17624	3.7%
l	16705	3.5%
Other values (42)	163096	34.1%

Common

Value	Count	Frequency (%)
	39853	95.0%
1	410	1.0%
2	357	0.9%
'	339	0.8%
.	134	0.3%
3	120	0.3%
/	106	0.3%
4	93	0.2%
-	87	0.2%
7	78	0.2%
Other values (12)	368	0.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	520549	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	78885	15.2%
i	41759	8.0%
	39853	7.7%
n	33594	6.5%
e	32920	6.3%
w	25319	4.9%
K	25060	4.8%
o	24321	4.7%
u	19321	3.7%
M	17624	3.4%
Other values (64)	181893	34.9%

num_private
Real number (ℝ)

SKEWED ZEROS

Distinct	59
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5045664983

Minimum	0
Maximum	1776
Zeros	46903
Zeros (%)	98.7%
Negative	0
Negative (%)	0.0%
Memory size	371.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1776
Range	1776
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	13.25384979
Coefficient of variation (CV)	26.2677959
Kurtosis	10076.14263
Mean	0.5045664983
Median Absolute Deviation (MAD)	0
Skewness	89.07841041
Sum	23977
Variance	175.6645344
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46903	98.7%
6	61	0.1%
1	56	0.1%
5	37	0.1%
8	37	0.1%
32	35	0.1%
15	31	0.1%
45	31	0.1%
39	27	0.1%
7	24	0.1%
Other values (49)	278	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	46903	98.7%
1	56	0.1%
2	19	< 0.1%
3	22	< 0.1%
4	15	< 0.1%

Value	Count	Frequency (%)
1776	1	< 0.1%
1402	1	< 0.1%
755	1	< 0.1%
698	1	< 0.1%
672	1	< 0.1%

basin
Text

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	371.4 KiB

Length

Max length	23
Median length	11
Mean length	10.89829545
Min length	6

Characters and Unicode

Total characters	517887
Distinct characters	32
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Internal
2nd row	Internal
3rd row	Lake Rukwa
4th row	Rufiji
5th row	Wami / Ruvu

Value	Count	Frequency (%)
lake	19374	22.2%
	8404	9.6%
victoria	8205	9.4%
pangani	7143	8.2%
rufiji	6375	7.3%
internal	6224	7.1%
tanganyika	5169	5.9%
wami	4804	5.5%
ruvu	4804	5.5%
nyasa	4014	4.6%
Other values (4)	12786	14.6%

Most occurring characters

Value	Count	Frequency (%)
a	85614	16.5%
i	46276	8.9%
n	40672	7.9%
	39782	7.7%
e	29198	5.6%
u	28769	5.6%
k	26529	5.1%
t	21629	4.2%
L	19374	3.7%
r	18029	3.5%
Other values (22)	162015	31.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	390803	75.5%
Uppercase Letter	78898	15.2%
Space Separator	39782	7.7%
Other Punctuation	8404	1.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	85614	21.9%
i	46276	11.8%
n	40672	10.4%
e	29198	7.5%
u	28769	7.4%
k	26529	6.8%
t	21629	5.5%
r	18029	4.6%
o	15405	3.9%
g	12312	3.2%
Other values (10)	66370	17.0%

Uppercase Letter

Value	Count	Frequency (%)
L	19374	24.6%
R	16765	21.2%
V	8205	10.4%
P	7143	9.1%
I	6224	7.9%
T	5169	6.6%
W	4804	6.1%
N	4014	5.1%
S	3600	4.6%
C	3600	4.6%

Space Separator

Value	Count	Frequency (%)
	39782	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	8404	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	469701	90.7%
Common	48186	9.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	85614	18.2%
i	46276	9.9%
n	40672	8.7%
e	29198	6.2%
u	28769	6.1%
k	26529	5.6%
t	21629	4.6%
L	19374	4.1%
r	18029	3.8%
R	16765	3.6%
Other values (20)	136846	29.1%

Common

Value	Count	Frequency (%)
	39782	82.6%
/	8404	17.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	517887	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	85614	16.5%
i	46276	8.9%
n	40672	7.9%
	39782	7.7%
e	29198	5.6%
u	28769	5.6%
k	26529	5.1%
t	21629	4.2%
L	19374	3.7%
r	18029	3.5%
Other values (22)	162015	31.3%

subvillage
Text

Distinct	17232
Distinct (%)	36.5%
Missing	296
Missing (%)	0.6%
Memory size	371.4 KiB

Length

Max length	30
Median length	26
Mean length	7.899690835
Min length	1

Characters and Unicode

Total characters	373055
Distinct characters	73
Distinct categories	10 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	9012 ?
Unique (%)	19.1%

Sample

1st row	Bashnet Kati
2nd row	Lukali
3rd row	Chawalikozi
4th row	Shuleni
5th row	Ngholong

Value	Count	Frequency (%)
a	1917	3.4%
b	1636	2.9%
kati	1529	2.7%
wa	488	0.9%
shuleni	486	0.9%
majengo	481	0.8%
madukani	449	0.8%
mtaa	420	0.7%
juu	330	0.6%
mjini	309	0.5%
Other values (15351)	48626	85.8%

Most occurring characters

Value	Count	Frequency (%)
a	57714	15.5%
i	36697	9.8%
n	26878	7.2%
u	21144	5.7%
e	20480	5.5%
o	18727	5.0%
M	16364	4.4%
g	15119	4.1%
l	13022	3.5%
m	12046	3.2%
Other values (63)	134864	36.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	305049	81.8%
Uppercase Letter	57076	15.3%
Space Separator	9448	2.5%
Other Punctuation	952	0.3%
Decimal Number	459	0.1%
Dash Punctuation	31	< 0.1%
Modifier Symbol	30	< 0.1%
Open Punctuation	4	< 0.1%
Close Punctuation	4	< 0.1%
Connector Punctuation	2	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	57714	18.9%
i	36697	12.0%
n	26878	8.8%
u	21144	6.9%
e	20480	6.7%
o	18727	6.1%
g	15119	5.0%
l	13022	4.3%
m	12046	3.9%
b	9466	3.1%
Other values (16)	73756	24.2%

Uppercase Letter

Value	Count	Frequency (%)
M	16364	28.7%
K	10019	17.6%
N	4830	8.5%
B	4116	7.2%
I	3564	6.2%
S	3272	5.7%
A	2466	4.3%
C	2009	3.5%
L	1969	3.4%
U	1388	2.4%
Other values (15)	7079	12.4%

Decimal Number

Value	Count	Frequency (%)
1	181	39.4%
2	56	12.2%
4	41	8.9%
3	37	8.1%
9	27	5.9%
6	26	5.7%
5	26	5.7%
8	24	5.2%
0	22	4.8%
7	19	4.1%

Other Punctuation

Value	Count	Frequency (%)
'	826	86.8%
/	101	10.6%
.	23	2.4%
#	2	0.2%

Open Punctuation

Value	Count	Frequency (%)
(	3	75.0%
[	1	25.0%

Close Punctuation

Value	Count	Frequency (%)
)	3	75.0%
]	1	25.0%

Space Separator

Value	Count	Frequency (%)
	9448	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	31	100.0%

Modifier Symbol

Value	Count	Frequency (%)
`	30	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	362125	97.1%
Common	10930	2.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	57714	15.9%
i	36697	10.1%
n	26878	7.4%
u	21144	5.8%
e	20480	5.7%
o	18727	5.2%
M	16364	4.5%
g	15119	4.2%
l	13022	3.6%
m	12046	3.3%
Other values (41)	123934	34.2%

Common

Value	Count	Frequency (%)
	9448	86.4%
'	826	7.6%
1	181	1.7%
/	101	0.9%
2	56	0.5%
4	41	0.4%
3	37	0.3%
-	31	0.3%
`	30	0.3%
9	27	0.2%
Other values (12)	152	1.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	373055	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	57714	15.5%
i	36697	9.8%
n	26878	7.2%
u	21144	5.7%
e	20480	5.5%
o	18727	5.0%
M	16364	4.4%
g	15119	4.1%
l	13022	3.5%
m	12046	3.2%
Other values (63)	134864	36.2%

region
Text

Distinct	21
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	371.4 KiB

Length

Max length	13
Median length	11
Mean length	6.620896465
Min length	4

Characters and Unicode

Total characters	314625
Distinct characters	32
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Manyara
2nd row	Dodoma
3rd row	Mbeya
4th row	Mbeya
5th row	Morogoro

Value	Count	Frequency (%)
iringa	4254	8.7%
shinyanga	3977	8.1%
mbeya	3659	7.5%
kilimanjaro	3466	7.1%
morogoro	3223	6.6%
arusha	2692	5.5%
kagera	2662	5.5%
mwanza	2475	5.1%
kigoma	2255	4.6%
pwani	2115	4.3%
Other values (13)	18050	37.0%

Most occurring characters

Value	Count	Frequency (%)
a	66715	21.2%
n	26496	8.4%
r	25982	8.3%
i	25361	8.1%
o	23701	7.5%
g	20087	6.4%
M	13587	4.3%
m	10235	3.3%
y	8902	2.8%
K	8383	2.7%
Other values (22)	85176	27.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	265143	84.3%
Uppercase Letter	48174	15.3%
Space Separator	1308	0.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	66715	25.2%
n	26496	10.0%
r	25982	9.8%
i	25361	9.6%
o	23701	8.9%
g	20087	7.6%
m	10235	3.9%
y	8902	3.4%
u	8356	3.2%
w	7418	2.8%
Other values (11)	41890	15.8%

Uppercase Letter

Value	Count	Frequency (%)
M	13587	28.2%
K	8383	17.4%
S	6295	13.1%
I	4254	8.8%
T	3630	7.5%
R	3559	7.4%
A	2692	5.6%
D	2409	5.0%
P	2115	4.4%
L	1250	2.6%

Space Separator

Value	Count	Frequency (%)
	1308	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	313317	99.6%
Common	1308	0.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	66715	21.3%
n	26496	8.5%
r	25982	8.3%
i	25361	8.1%
o	23701	7.6%
g	20087	6.4%
M	13587	4.3%
m	10235	3.3%
y	8902	2.8%
K	8383	2.7%
Other values (21)	83868	26.8%

Common

Value	Count	Frequency (%)
	1308	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	314625	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	66715	21.2%
n	26496	8.4%
r	25982	8.3%
i	25361	8.1%
o	23701	7.5%
g	20087	6.4%
M	13587	4.3%
m	10235	3.3%
y	8902	2.8%
K	8383	2.7%
Other values (22)	85176	27.1%

region_code
Real number (ℝ)

Distinct	27
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.32651515

Minimum	1
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	371.4 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	5
median	12
Q3	17
95-th percentile	60
Maximum	99
Range	98
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	17.61879844
Coefficient of variation (CV)	1.149563241
Kurtosis	10.20445601
Mean	15.32651515
Median Absolute Deviation (MAD)	6
Skewness	3.162410202
Sum	728316
Variance	310.4220584
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
11	4259	9.0%
17	4000	8.4%
12	3659	7.7%
3	3466	7.3%
5	3249	6.8%
18	2669	5.6%
2	2430	5.1%
19	2429	5.1%
16	2255	4.7%
10	2105	4.4%
Other values (17)	16999	35.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1755	3.7%
2	2430	5.1%
3	3466	7.3%
4	2026	4.3%
5	3249	6.8%

Value	Count	Frequency (%)
99	343	0.7%
90	722	1.5%
80	1002	2.1%
60	839	1.8%
40	1	< 0.1%

district_code
Real number (ℝ)

Distinct	20
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.639309764

Minimum	0
Maximum	80
Zeros	19
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	371.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	5
95-th percentile	30
Maximum	80
Range	80
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	9.661284976
Coefficient of variation (CV)	1.713203456
Kurtosis	16.05677349
Mean	5.639309764
Median Absolute Deviation (MAD)	1
Skewness	3.948457815
Sum	267980
Variance	93.34042739
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
1	9755	20.5%
2	8991	18.9%
3	7999	16.8%
4	7166	15.1%
5	3467	7.3%
6	3275	6.9%
7	2663	5.6%
8	818	1.7%
30	795	1.7%
33	687	1.4%
Other values (10)	1904	4.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	19	< 0.1%
1	9755	20.5%
2	8991	18.9%
3	7999	16.8%
4	7166	15.1%

Value	Count	Frequency (%)
80	8	< 0.1%
67	3	< 0.1%
63	157	0.3%
62	87	0.2%
60	55	0.1%

lga
Text

Distinct	125
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	371.4 KiB

Length

Max length	16
Median length	14
Mean length	7.42081229
Min length	3

Characters and Unicode

Total characters	352637
Distinct characters	41
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	Babati
2nd row	Bahi
3rd row	Mbozi
4th row	Mbarali
5th row	Kilosa

Value	Count	Frequency (%)
rural	7642	13.5%
njombe	2001	3.5%
urban	1334	2.4%
moshi	1070	1.9%
arusha	1055	1.9%
bariadi	948	1.7%
singida	922	1.6%
kilosa	876	1.6%
rungwe	866	1.5%
mbozi	844	1.5%
Other values (106)	38938	68.9%

Most occurring characters

Value	Count	Frequency (%)
a	55893	15.9%
o	24121	6.8%
i	23581	6.7%
u	22727	6.4%
r	21574	6.1%
e	18148	5.1%
n	18019	5.1%
l	15384	4.4%
g	14704	4.2%
M	12826	3.6%
Other values (31)	125660	35.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	287165	81.4%
Uppercase Letter	56496	16.0%
Space Separator	8976	2.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	55893	19.5%
o	24121	8.4%
i	23581	8.2%
u	22727	7.9%
r	21574	7.5%
e	18148	6.3%
n	18019	6.3%
l	15384	5.4%
g	14704	5.1%
m	12504	4.4%
Other values (14)	60510	21.1%

Uppercase Letter

Value	Count	Frequency (%)
M	12826	22.7%
R	9745	17.2%
K	9327	16.5%
S	5007	8.9%
N	4607	8.2%
B	3864	6.8%
U	2728	4.8%
I	1978	3.5%
L	1734	3.1%
T	1096	1.9%
Other values (6)	3584	6.3%

Space Separator

Value	Count	Frequency (%)
	8976	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	343661	97.5%
Common	8976	2.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	55893	16.3%
o	24121	7.0%
i	23581	6.9%
u	22727	6.6%
r	21574	6.3%
e	18148	5.3%
n	18019	5.2%
l	15384	4.5%
g	14704	4.3%
M	12826	3.7%
Other values (30)	116684	34.0%

Common

Value	Count	Frequency (%)
	8976	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	352637	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	55893	15.9%
o	24121	6.8%
i	23581	6.7%
u	22727	6.4%
r	21574	6.1%
e	18148	5.1%
n	18019	5.1%
l	15384	4.4%
g	14704	4.2%
M	12826	3.6%
Other values (31)	125660	35.6%

ward
Text

Distinct	2076
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Memory size	371.4 KiB

Length

Max length	23
Median length	19
Mean length	7.49760101
Min length	3

Characters and Unicode

Total characters	356286
Distinct characters	54
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	44 ?
Unique (%)	0.1%

Sample

1st row	Bashinet
2nd row	Lamaiti
3rd row	Ndalambo
4th row	Chimala
5th row	Chakwale

Value	Count	Frequency (%)
mashariki	464	0.9%
urban	430	0.8%
siha	346	0.7%
kusini	305	0.6%
magharibi	291	0.6%
igosi	242	0.5%
masama	241	0.5%
machame	221	0.4%
kati	218	0.4%
imalinyi	203	0.4%
Other values (2089)	48833	94.3%

Most occurring characters

Value	Count	Frequency (%)
a	55539	15.6%
i	32184	9.0%
n	23548	6.6%
u	21647	6.1%
o	20887	5.9%
e	18776	5.3%
g	16925	4.8%
M	15049	4.2%
m	12995	3.6%
l	12565	3.5%
Other values (44)	126171	35.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	299424	84.0%
Uppercase Letter	51590	14.5%
Space Separator	4303	1.2%
Other Punctuation	951	0.3%
Dash Punctuation	18	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	55539	18.5%
i	32184	10.7%
n	23548	7.9%
u	21647	7.2%
o	20887	7.0%
e	18776	6.3%
g	16925	5.7%
m	12995	4.3%
l	12565	4.2%
r	10479	3.5%
Other values (15)	73879	24.7%

Uppercase Letter

Value	Count	Frequency (%)
M	15049	29.2%
K	8960	17.4%
I	4863	9.4%
N	4716	9.1%
S	2704	5.2%
L	2559	5.0%
B	2534	4.9%
U	2320	4.5%
C	1693	3.3%
R	1341	2.6%
Other values (15)	4851	9.4%

Other Punctuation

Value	Count	Frequency (%)
'	830	87.3%
/	121	12.7%

Space Separator

Value	Count	Frequency (%)
	4303	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	18	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	351014	98.5%
Common	5272	1.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	55539	15.8%
i	32184	9.2%
n	23548	6.7%
u	21647	6.2%
o	20887	6.0%
e	18776	5.3%
g	16925	4.8%
M	15049	4.3%
m	12995	3.7%
l	12565	3.6%
Other values (40)	120899	34.4%

Common

Value	Count	Frequency (%)
	4303	81.6%
'	830	15.7%
/	121	2.3%
-	18	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	356286	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	55539	15.6%
i	32184	9.0%
n	23548	6.6%
u	21647	6.1%
o	20887	5.9%
e	18776	5.3%
g	16925	4.8%
M	15049	4.2%
m	12995	3.6%
l	12565	3.5%
Other values (44)	126171	35.4%

population
Real number (ℝ)

ZEROS

Distinct	971
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	179.5282828

Minimum	0
Maximum	30500
Zeros	17048
Zeros (%)	35.9%
Negative	0
Negative (%)	0.0%
Memory size	371.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	25
Q3	213
95-th percentile	678
Maximum	30500
Range	30500
Interquartile range (IQR)	213

Descriptive statistics

Standard deviation	472.7729975
Coefficient of variation (CV)	2.633417922
Kurtosis	468.8981322
Mean	179.5282828
Median Absolute Deviation (MAD)	25
Skewness	13.53762994
Sum	8531184
Variance	223514.3071
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17048	35.9%
1	5655	11.9%
200	1553	3.3%
150	1512	3.2%
250	1364	2.9%
300	1173	2.5%
100	940	2.0%
50	924	1.9%
500	825	1.7%
350	778	1.6%
Other values (961)	15748	33.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17048	35.9%
1	5655	11.9%
2	3	< 0.1%
3	4	< 0.1%
4	12	< 0.1%

Value	Count	Frequency (%)
30500	1	< 0.1%
15300	1	< 0.1%
11463	1	< 0.1%
10000	1	< 0.1%
9865	1	< 0.1%

public_meeting
Boolean

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	2689
Missing (%)	5.7%
Memory size	371.4 KiB

True	40743
False	4088
(Missing)	2689

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	40743	85.7%
False	4088	8.6%
(Missing)	2689	5.7%

recorded_by
Text

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	371.4 KiB

Length

Max length	23
Median length	23
Mean length	23
Min length	23

Characters and Unicode

Total characters	1092960
Distinct characters	14
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	GeoData Consultants Ltd
2nd row	GeoData Consultants Ltd
3rd row	GeoData Consultants Ltd
4th row	GeoData Consultants Ltd
5th row	GeoData Consultants Ltd

Value	Count	Frequency (%)
geodata	47520	33.3%
consultants	47520	33.3%
ltd	47520	33.3%

Most occurring characters

Value	Count	Frequency (%)
t	190080	17.4%
a	142560	13.0%
o	95040	8.7%
	95040	8.7%
n	95040	8.7%
s	95040	8.7%
G	47520	4.3%
e	47520	4.3%
D	47520	4.3%
C	47520	4.3%
Other values (4)	190080	17.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	807840	73.9%
Uppercase Letter	190080	17.4%
Space Separator	95040	8.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	190080	23.5%
a	142560	17.6%
o	95040	11.8%
n	95040	11.8%
s	95040	11.8%
e	47520	5.9%
u	47520	5.9%
l	47520	5.9%
d	47520	5.9%

Uppercase Letter

Value	Count	Frequency (%)
G	47520	25.0%
D	47520	25.0%
C	47520	25.0%
L	47520	25.0%

Space Separator

Value	Count	Frequency (%)
	95040	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	997920	91.3%
Common	95040	8.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	190080	19.0%
a	142560	14.3%
o	95040	9.5%
n	95040	9.5%
s	95040	9.5%
G	47520	4.8%
e	47520	4.8%
D	47520	4.8%
C	47520	4.8%
u	47520	4.8%
Other values (3)	142560	14.3%

Common

Value	Count	Frequency (%)
	95040	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1092960	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	190080	17.4%
a	142560	13.0%
o	95040	8.7%
	95040	8.7%
n	95040	8.7%
s	95040	8.7%
G	47520	4.3%
e	47520	4.3%
D	47520	4.3%
C	47520	4.3%
Other values (4)	190080	17.4%

scheme_management
Text

MISSING

Distinct	11
Distinct (%)	< 0.1%
Missing	3103
Missing (%)	6.5%
Memory size	371.4 KiB

Length

Max length	16
Median length	3
Mean length	4.642073981
Min length	3

Characters and Unicode

Total characters	206187
Distinct characters	28
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Water Board
2nd row	VWC
3rd row	VWC
4th row	VWC
5th row	VWC

Value	Count	Frequency (%)
vwc	29462	59.0%
water	4697	9.4%
wug	4161	8.3%
authority	2522	5.0%
wua	2312	4.6%
board	2175	4.4%
parastatal	1346	2.7%
private	862	1.7%
operator	862	1.7%
company	820	1.6%
Other values (3)	757	1.5%

Most occurring characters

Value	Count	Frequency (%)
W	40707	19.7%
C	30357	14.7%
V	29462	14.3%
a	17322	8.4%
t	14839	7.2%
r	14008	6.8%
o	7241	3.5%
e	7047	3.4%
U	6473	3.1%
	5559	2.7%
Other values (18)	33172	16.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	118612	57.5%
Lowercase Letter	82016	39.8%
Space Separator	5559	2.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	17322	21.1%
t	14839	18.1%
r	14008	17.1%
o	7241	8.8%
e	7047	8.6%
i	3384	4.1%
y	3342	4.1%
h	3148	3.8%
u	2578	3.1%
d	2175	2.7%
Other values (6)	6932	8.5%

Uppercase Letter

Value	Count	Frequency (%)
W	40707	34.3%
C	30357	25.6%
V	29462	24.8%
U	6473	5.5%
G	4161	3.5%
A	2312	1.9%
P	2208	1.9%
B	2175	1.8%
O	626	0.5%
S	75	0.1%

Space Separator

Value	Count	Frequency (%)
	5559	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	200628	97.3%
Common	5559	2.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
W	40707	20.3%
C	30357	15.1%
V	29462	14.7%
a	17322	8.6%
t	14839	7.4%
r	14008	7.0%
o	7241	3.6%
e	7047	3.5%
U	6473	3.2%
G	4161	2.1%
Other values (17)	29011	14.5%

Common

Value	Count	Frequency (%)
	5559	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	206187	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
W	40707	19.7%
C	30357	14.7%
V	29462	14.3%
a	17322	8.4%
t	14839	7.2%
r	14008	6.8%
o	7241	3.5%
e	7047	3.4%
U	6473	3.1%
	5559	2.7%
Other values (18)	33172	16.1%

scheme_name
Text

MISSING

Distinct	2540
Distinct (%)	10.4%
Missing	23036
Missing (%)	48.5%
Memory size	371.4 KiB

Length

Max length	46
Median length	37
Mean length	14.50743343
Min length	1

Characters and Unicode

Total characters	355200
Distinct characters	67
Distinct categories	9 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	678 ?
Unique (%)	2.8%

Sample

1st row	Olikimo water project
2nd row	S
3rd row	Fufu
4th row	Malemeu gravity water supply
5th row	M

Value	Count	Frequency (%)
water	7814	13.7%
supply	5394	9.4%
scheme	2019	3.5%
wa	1712	3.0%
gravity	1521	2.7%
maji	1076	1.9%
pipe	1070	1.9%
mradi	875	1.5%
line	815	1.4%
supplied	681	1.2%
Other values (2391)	34137	59.8%

Most occurring characters

Value	Count	Frequency (%)
a	38748	10.9%
	33010	9.3%
e	27675	7.8%
i	21085	5.9%
p	17915	5.0%
r	17443	4.9%
t	15351	4.3%
u	14711	4.1%
l	13851	3.9%
n	13658	3.8%
Other values (57)	141753	39.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	280627	79.0%
Uppercase Letter	39741	11.2%
Space Separator	33010	9.3%
Other Punctuation	1040	0.3%
Dash Punctuation	430	0.1%
Open Punctuation	157	< 0.1%
Decimal Number	118	< 0.1%
Modifier Symbol	52	< 0.1%
Close Punctuation	25	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	38748	13.8%
e	27675	9.9%
i	21085	7.5%
p	17915	6.4%
r	17443	6.2%
t	15351	5.5%
u	14711	5.2%
l	13851	4.9%
n	13658	4.9%
o	13493	4.8%
Other values (16)	86697	30.9%

Uppercase Letter

Value	Count	Frequency (%)
M	7422	18.7%
K	4500	11.3%
N	3042	7.7%
S	3041	7.7%
A	2246	5.7%
I	2134	5.4%
W	2067	5.2%
B	1928	4.9%
L	1669	4.2%
U	1429	3.6%
Other values (15)	10263	25.8%

Decimal Number

Value	Count	Frequency (%)
2	52	44.1%
3	41	34.7%
1	6	5.1%
4	6	5.1%
7	5	4.2%
5	4	3.4%
0	2	1.7%
6	2	1.7%

Other Punctuation

Value	Count	Frequency (%)
'	743	71.4%
/	290	27.9%
&	7	0.7%

Space Separator

Value	Count	Frequency (%)
	33010	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	430	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	157	100.0%

Modifier Symbol

Value	Count	Frequency (%)
`	52	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	25	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	320368	90.2%
Common	34832	9.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	38748	12.1%
e	27675	8.6%
i	21085	6.6%
p	17915	5.6%
r	17443	5.4%
t	15351	4.8%
u	14711	4.6%
l	13851	4.3%
n	13658	4.3%
o	13493	4.2%
Other values (41)	126438	39.5%

Common

Value	Count	Frequency (%)
	33010	94.8%
'	743	2.1%
-	430	1.2%
/	290	0.8%
(	157	0.5%
`	52	0.1%
2	52	0.1%
3	41	0.1%
)	25	0.1%
&	7	< 0.1%
Other values (6)	25	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	355200	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	38748	10.9%
	33010	9.3%
e	27675	7.8%
i	21085	5.9%
p	17915	5.0%
r	17443	4.9%
t	15351	4.3%
u	14711	4.1%
l	13851	3.9%
n	13658	3.8%
Other values (57)	141753	39.9%

permit
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	2439
Missing (%)	5.1%
Memory size	371.4 KiB

True	31028
False	14053
(Missing)	2439

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	31028	65.3%
False	14053	29.6%
(Missing)	2439	5.1%

construction_year
Real number (ℝ)

ZEROS

Distinct	55
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1303.353199

Minimum	0
Maximum	2013
Zeros	16503
Zeros (%)	34.7%
Negative	0
Negative (%)	0.0%
Memory size	371.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1986
Q3	2004
95-th percentile	2010
Maximum	2013
Range	2013
Interquartile range (IQR)	2004

Descriptive statistics

Standard deviation	950.763878
Coefficient of variation (CV)	0.7294752328
Kurtosis	-1.588462948
Mean	1303.353199
Median Absolute Deviation (MAD)	22
Skewness	-0.6411804174
Sum	61935344
Variance	903951.9517
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16503	34.7%
2010	2133	4.5%
2008	2124	4.5%
2009	2027	4.3%
2000	1682	3.5%
2007	1275	2.7%
2006	1174	2.5%
2003	1035	2.2%
2011	1003	2.1%
2012	883	1.9%
Other values (45)	17681	37.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16503	34.7%
1960	87	0.2%
1961	16	< 0.1%
1962	27	0.1%
1963	76	0.2%

Value	Count	Frequency (%)
2013	134	0.3%
2012	883	1.9%
2011	1003	2.1%
2010	2133	4.5%
2009	2027	4.3%

extraction_type
Text

Distinct	18
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	371.4 KiB

Length

Max length	25
Median length	17
Mean length	7.729356061
Min length	3

Characters and Unicode

Total characters	367299
Distinct characters	29
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	gravity
2nd row	india mark ii
3rd row	other
4th row	gravity
5th row	other

Value	Count	Frequency (%)
gravity	21340	37.9%
nira/tanira	6566	11.7%
other	5776	10.3%
submersible	3851	6.8%
swn	3143	5.6%
80	2965	5.3%
mono	2284	4.1%
india	1991	3.5%
mark	1991	3.5%
ii	1920	3.4%
Other values (13)	4516	8.0%

Most occurring characters

Value	Count	Frequency (%)
i	48049	13.1%
r	47875	13.0%
a	46574	12.7%
t	33682	9.2%
v	22749	6.2%
y	21412	5.8%
g	21342	5.8%
n	20638	5.6%
e	15337	4.2%
s	11958	3.3%
Other values (19)	77683	21.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	344996	93.9%
Space Separator	8823	2.4%
Other Punctuation	6568	1.8%
Decimal Number	6286	1.7%
Dash Punctuation	626	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	48049	13.9%
r	47875	13.9%
a	46574	13.5%
t	33682	9.8%
v	22749	6.6%
y	21412	6.2%
g	21342	6.2%
n	20638	6.0%
e	15337	4.4%
s	11958	3.5%
Other values (13)	55380	16.1%

Decimal Number

Value	Count	Frequency (%)
8	3143	50.0%
0	2965	47.2%
1	178	2.8%

Space Separator

Value	Count	Frequency (%)
	8823	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	6568	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	626	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	344996	93.9%
Common	22303	6.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	48049	13.9%
r	47875	13.9%
a	46574	13.5%
t	33682	9.8%
v	22749	6.6%
y	21412	6.2%
g	21342	6.2%
n	20638	6.0%
e	15337	4.4%
s	11958	3.5%
Other values (13)	55380	16.1%

Common

Value	Count	Frequency (%)
	8823	39.6%
/	6568	29.4%
8	3143	14.1%
0	2965	13.3%
-	626	2.8%
1	178	0.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	367299	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	48049	13.1%
r	47875	13.0%
a	46574	12.7%
t	33682	9.2%
v	22749	6.2%
y	21412	5.8%
g	21342	5.8%
n	20638	5.6%
e	15337	4.2%
s	11958	3.3%
Other values (19)	77683	21.1%

extraction_type_group
Text

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	371.4 KiB

Length

Max length	15
Median length	14
Mean length	7.884617003
Min length	4

Characters and Unicode

Total characters	374677
Distinct characters	26
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	gravity
2nd row	india mark ii
3rd row	other
4th row	gravity
5th row	other

Value	Count	Frequency (%)
gravity	21340	38.6%
nira/tanira	6566	11.9%
other	5543	10.0%
submersible	4962	9.0%
swn	2965	5.4%
80	2965	5.4%
mono	2284	4.1%
mark	1991	3.6%
india	1991	3.6%
ii	1920	3.5%
Other values (7)	2709	4.9%

Most occurring characters

Value	Count	Frequency (%)
i	48962	13.1%
r	48939	13.1%
a	46720	12.5%
t	33551	9.0%
v	22749	6.1%
g	21340	5.7%
y	21340	5.7%
n	20747	5.5%
e	17420	4.6%
s	12889	3.4%
Other values (16)	80020	21.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	354381	94.6%
Space Separator	7716	2.1%
Other Punctuation	6566	1.8%
Decimal Number	5930	1.6%
Dash Punctuation	84	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	48962	13.8%
r	48939	13.8%
a	46720	13.2%
t	33551	9.5%
v	22749	6.4%
g	21340	6.0%
y	21340	6.0%
n	20747	5.9%
e	17420	4.9%
s	12889	3.6%
Other values (11)	59724	16.9%

Decimal Number

Value	Count	Frequency (%)
8	2965	50.0%
0	2965	50.0%

Space Separator

Value	Count	Frequency (%)
	7716	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	6566	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	84	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	354381	94.6%
Common	20296	5.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	48962	13.8%
r	48939	13.8%
a	46720	13.2%
t	33551	9.5%
v	22749	6.4%
g	21340	6.0%
y	21340	6.0%
n	20747	5.9%
e	17420	4.9%
s	12889	3.6%
Other values (11)	59724	16.9%

Common

Value	Count	Frequency (%)
	7716	38.0%
/	6566	32.4%
8	2965	14.6%
0	2965	14.6%
-	84	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	374677	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	48962	13.1%
r	48939	13.1%
a	46720	12.5%
t	33551	9.0%
v	22749	6.1%
g	21340	5.7%
y	21340	5.7%
n	20747	5.5%
e	17420	4.6%
s	12889	3.4%
Other values (16)	80020	21.4%

extraction_type_class
Text

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	371.4 KiB

Length

Max length	12
Median length	11
Mean length	7.604250842
Min length	5

Characters and Unicode

Total characters	361354
Distinct characters	21
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	gravity
2nd row	handpump
3rd row	other
4th row	gravity
5th row	other

Value	Count	Frequency (%)
gravity	21340	44.6%
handpump	13222	27.6%
other	5150	10.8%
submersible	4962	10.4%
motorpump	2386	5.0%
rope	376	0.8%
pump	376	0.8%
wind-powered	84	0.2%

Most occurring characters

Value	Count	Frequency (%)
a	34562	9.6%
r	34298	9.5%
p	32428	9.0%
t	28876	8.0%
i	26386	7.3%
m	23332	6.5%
g	21340	5.9%
y	21340	5.9%
v	21340	5.9%
u	20946	5.8%
Other values (11)	96506	26.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	360894	99.9%
Space Separator	376	0.1%
Dash Punctuation	84	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	34562	9.6%
r	34298	9.5%
p	32428	9.0%
t	28876	8.0%
i	26386	7.3%
m	23332	6.5%
g	21340	5.9%
y	21340	5.9%
v	21340	5.9%
u	20946	5.8%
Other values (9)	96046	26.6%

Space Separator

Value	Count	Frequency (%)
	376	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	84	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	360894	99.9%
Common	460	0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	34562	9.6%
r	34298	9.5%
p	32428	9.0%
t	28876	8.0%
i	26386	7.3%
m	23332	6.5%
g	21340	5.9%
y	21340	5.9%
v	21340	5.9%
u	20946	5.8%
Other values (9)	96046	26.6%

Common

Value	Count	Frequency (%)
	376	81.7%
-	84	18.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	361354	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	34562	9.6%
r	34298	9.5%
p	32428	9.0%
t	28876	8.0%
i	26386	7.3%
m	23332	6.5%
g	21340	5.9%
y	21340	5.9%
v	21340	5.9%
u	20946	5.8%
Other values (11)	96506	26.7%

management
Text

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	371.4 KiB

Length

Max length	16
Median length	3
Mean length	4.341582492
Min length	3

Characters and Unicode

Total characters	206312
Distinct characters	23
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	water board
2nd row	vwc
3rd row	vwc
4th row	vwc
5th row	vwc

Value	Count	Frequency (%)
vwc	32455	62.1%
wug	5204	10.0%
water	3042	5.8%
board	2326	4.4%
wua	2033	3.9%
private	1566	3.0%
operator	1566	3.0%
parastatal	1413	2.7%
other	764	1.5%
authority	716	1.4%
Other values (5)	1205	2.3%

Most occurring characters

Value	Count	Frequency (%)
w	43190	20.9%
v	34021	16.5%
c	33060	16.0%
a	17425	8.4%
r	13022	6.3%
t	11322	5.5%
u	8472	4.1%
o	8080	3.9%
e	6938	3.4%
g	5204	2.5%
Other values (13)	25578	12.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	201461	97.6%
Space Separator	4770	2.3%
Dash Punctuation	81	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
w	43190	21.4%
v	34021	16.9%
c	33060	16.4%
a	17425	8.6%
r	13022	6.5%
t	11322	5.6%
u	8472	4.2%
o	8080	4.0%
e	6938	3.4%
g	5204	2.6%
Other values (11)	20727	10.3%

Space Separator

Value	Count	Frequency (%)
	4770	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	81	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	201461	97.6%
Common	4851	2.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
w	43190	21.4%
v	34021	16.9%
c	33060	16.4%
a	17425	8.6%
r	13022	6.5%
t	11322	5.6%
u	8472	4.2%
o	8080	4.0%
e	6938	3.4%
g	5204	2.6%
Other values (11)	20727	10.3%

Common

Value	Count	Frequency (%)
	4770	98.3%
-	81	1.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	206312	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
w	43190	20.9%
v	34021	16.5%
c	33060	16.0%
a	17425	8.4%
r	13022	6.3%
t	11322	5.5%
u	8472	4.1%
o	8080	3.9%
e	6938	3.4%
g	5204	2.5%
Other values (13)	25578	12.4%

management_group
Text

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	371.4 KiB

Length

Max length	10
Median length	10
Mean length	9.890824916
Min length	5

Characters and Unicode

Total characters	470012
Distinct characters	18
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	user-group
2nd row	user-group
3rd row	user-group
4th row	user-group
5th row	user-group

Value	Count	Frequency (%)
user-group	42018	88.4%
commercial	2869	6.0%
parastatal	1413	3.0%
other	764	1.6%
unknown	456	1.0%

Most occurring characters

Value	Count	Frequency (%)
r	89082	19.0%
u	84492	18.0%
o	46107	9.8%
e	45651	9.7%
s	43431	9.2%
p	43431	9.2%
-	42018	8.9%
g	42018	8.9%
a	8521	1.8%
m	5738	1.2%
Other values (8)	19523	4.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	427994	91.1%
Dash Punctuation	42018	8.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	89082	20.8%
u	84492	19.7%
o	46107	10.8%
e	45651	10.7%
s	43431	10.1%
p	43431	10.1%
g	42018	9.8%
a	8521	2.0%
m	5738	1.3%
c	5738	1.3%
Other values (7)	13785	3.2%

Dash Punctuation

Value	Count	Frequency (%)
-	42018	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	427994	91.1%
Common	42018	8.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	89082	20.8%
u	84492	19.7%
o	46107	10.8%
e	45651	10.7%
s	43431	10.1%
p	43431	10.1%
g	42018	9.8%
a	8521	2.0%
m	5738	1.3%
c	5738	1.3%
Other values (7)	13785	3.2%

Common

Value	Count	Frequency (%)
-	42018	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	470012	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	89082	19.0%
u	84492	18.0%
o	46107	9.8%
e	45651	9.7%
s	43431	9.2%
p	43431	9.2%
-	42018	8.9%
g	42018	8.9%
a	8521	1.8%
m	5738	1.2%
Other values (8)	19523	4.2%

payment
Text

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	371.4 KiB

Length

Max length	21
Median length	14
Mean length	10.66984428
Min length	5

Characters and Unicode

Total characters	507031
Distinct characters	21
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	pay per bucket
2nd row	never pay
3rd row	never pay
4th row	pay monthly
5th row	pay when scheme fails

Value	Count	Frequency (%)
pay	40155	39.7%
never	20318	20.1%
per	7223	7.1%
bucket	7223	7.1%
monthly	6574	6.5%
unknown	6521	6.4%
when	3154	3.1%
scheme	3154	3.1%
fails	3154	3.1%
annually	2886	2.9%

Most occurring characters

Value	Count	Frequency (%)
e	65388	12.9%
n	55381	10.9%
	53686	10.6%
y	49615	9.8%
a	49081	9.7%
p	47378	9.3%
r	28385	5.6%
v	20318	4.0%
u	16630	3.3%
l	15500	3.1%
Other values (11)	105669	20.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	453345	89.4%
Space Separator	53686	10.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	65388	14.4%
n	55381	12.2%
y	49615	10.9%
a	49081	10.8%
p	47378	10.5%
r	28385	6.3%
v	20318	4.5%
u	16630	3.7%
l	15500	3.4%
t	14641	3.2%
Other values (10)	91028	20.1%

Space Separator

Value	Count	Frequency (%)
	53686	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	453345	89.4%
Common	53686	10.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	65388	14.4%
n	55381	12.2%
y	49615	10.9%
a	49081	10.8%
p	47378	10.5%
r	28385	6.3%
v	20318	4.5%
u	16630	3.7%
l	15500	3.4%
t	14641	3.2%
Other values (10)	91028	20.1%

Common

Value	Count	Frequency (%)
	53686	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	507031	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	65388	12.9%
n	55381	10.9%
	53686	10.6%
y	49615	9.8%
a	49081	9.7%
p	47378	9.3%
r	28385	5.6%
v	20318	4.0%
u	16630	3.3%
l	15500	3.1%
Other values (11)	105669	20.8%

payment_type
Text

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	371.4 KiB

Length

Max length	10
Median length	9
Mean length	8.535458754
Min length	5

Characters and Unicode

Total characters	405605
Distinct characters	20
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	per bucket
2nd row	never pay
3rd row	never pay
4th row	monthly
5th row	on failure

Value	Count	Frequency (%)
never	20318	26.0%
pay	20318	26.0%
per	7223	9.2%
bucket	7223	9.2%
monthly	6574	8.4%
unknown	6521	8.3%
on	3154	4.0%
failure	3154	4.0%
annually	2886	3.7%
other	844	1.1%

Most occurring characters

Value	Count	Frequency (%)
e	59080	14.6%
n	55381	13.7%
r	31539	7.8%
	30695	7.6%
y	29778	7.3%
a	29244	7.2%
p	27541	6.8%
v	20318	5.0%
u	19784	4.9%
o	17093	4.2%
Other values (10)	85152	21.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	374910	92.4%
Space Separator	30695	7.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	59080	15.8%
n	55381	14.8%
r	31539	8.4%
y	29778	7.9%
a	29244	7.8%
p	27541	7.3%
v	20318	5.4%
u	19784	5.3%
o	17093	4.6%
l	15500	4.1%
Other values (9)	69652	18.6%

Space Separator

Value	Count	Frequency (%)
	30695	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	374910	92.4%
Common	30695	7.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	59080	15.8%
n	55381	14.8%
r	31539	8.4%
y	29778	7.9%
a	29244	7.8%
p	27541	7.3%
v	20318	5.4%
u	19784	5.3%
o	17093	4.6%
l	15500	4.1%
Other values (9)	69652	18.6%

Common

Value	Count	Frequency (%)
	30695	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	405605	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	59080	14.6%
n	55381	13.7%
r	31539	7.8%
	30695	7.6%
y	29778	7.3%
a	29244	7.2%
p	27541	6.8%
v	20318	5.0%
u	19784	4.9%
o	17093	4.2%
Other values (10)	85152	21.0%

water_quality
Text

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	371.4 KiB

Length

Max length	18
Median length	4
Mean length	4.301746633
Min length	4

Characters and Unicode

Total characters	204419
Distinct characters	19
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	soft
2nd row	soft
3rd row	soft
4th row	soft
5th row	salty

Value	Count	Frequency (%)
soft	40633	85.0%
salty	4173	8.7%
unknown	1490	3.1%
milky	650	1.4%
coloured	395	0.8%
abandoned	275	0.6%
fluoride	179	0.4%

Most occurring characters

Value	Count	Frequency (%)
s	44806	21.9%
t	44806	21.9%
o	43367	21.2%
f	40812	20.0%
l	5397	2.6%
n	5020	2.5%
y	4823	2.4%
a	4723	2.3%
k	2140	1.0%
u	2064	1.0%
Other values (9)	6461	3.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	204144	99.9%
Space Separator	275	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	44806	21.9%
t	44806	21.9%
o	43367	21.2%
f	40812	20.0%
l	5397	2.6%
n	5020	2.5%
y	4823	2.4%
a	4723	2.3%
k	2140	1.0%
u	2064	1.0%
Other values (8)	6186	3.0%

Space Separator

Value	Count	Frequency (%)
	275	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	204144	99.9%
Common	275	0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	44806	21.9%
t	44806	21.9%
o	43367	21.2%
f	40812	20.0%
l	5397	2.6%
n	5020	2.5%
y	4823	2.4%
a	4723	2.3%
k	2140	1.0%
u	2064	1.0%
Other values (8)	6186	3.0%

Common

Value	Count	Frequency (%)
	275	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	204419	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
s	44806	21.9%
t	44806	21.9%
o	43367	21.2%
f	40812	20.0%
l	5397	2.6%
n	5020	2.5%
y	4823	2.4%
a	4723	2.3%
k	2140	1.0%
u	2064	1.0%
Other values (9)	6461	3.2%

quality_group
Text

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	371.4 KiB

Length

Max length	8
Median length	4
Mean length	4.235563973
Min length	4

Characters and Unicode

Total characters	201274
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	good
2nd row	good
3rd row	good
4th row	good
5th row	salty

Value	Count	Frequency (%)
good	40633	85.5%
salty	4173	8.8%
unknown	1490	3.1%
milky	650	1.4%
colored	395	0.8%
fluoride	179	0.4%

Most occurring characters

Value	Count	Frequency (%)
o	83725	41.6%
d	41207	20.5%
g	40633	20.2%
l	5397	2.7%
y	4823	2.4%
n	4470	2.2%
t	4173	2.1%
a	4173	2.1%
s	4173	2.1%
k	2140	1.1%
Other values (8)	6360	3.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	201274	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	83725	41.6%
d	41207	20.5%
g	40633	20.2%
l	5397	2.7%
y	4823	2.4%
n	4470	2.2%
t	4173	2.1%
a	4173	2.1%
s	4173	2.1%
k	2140	1.1%
Other values (8)	6360	3.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	201274	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	83725	41.6%
d	41207	20.5%
g	40633	20.2%
l	5397	2.7%
y	4823	2.4%
n	4470	2.2%
t	4173	2.1%
a	4173	2.1%
s	4173	2.1%
k	2140	1.1%
Other values (8)	6360	3.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	201274	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	83725	41.6%
d	41207	20.5%
g	40633	20.2%
l	5397	2.7%
y	4823	2.4%
n	4470	2.2%
t	4173	2.1%
a	4173	2.1%
s	4173	2.1%
k	2140	1.1%
Other values (8)	6360	3.2%

quantity
Text

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	371.4 KiB

Length

Max length	12
Median length	6
Mean length	7.360079966
Min length	3

Characters and Unicode

Total characters	349751
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	insufficient
2nd row	enough
3rd row	enough
4th row	insufficient
5th row	enough

Value	Count	Frequency (%)
enough	26538	55.8%
insufficient	12104	25.5%
dry	5024	10.6%
seasonal	3225	6.8%
unknown	629	1.3%

Most occurring characters

Value	Count	Frequency (%)
n	55858	16.0%
e	41867	12.0%
u	39271	11.2%
i	36312	10.4%
o	30392	8.7%
g	26538	7.6%
h	26538	7.6%
f	24208	6.9%
s	18554	5.3%
t	12104	3.5%
Other values (8)	38109	10.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	349751	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	55858	16.0%
e	41867	12.0%
u	39271	11.2%
i	36312	10.4%
o	30392	8.7%
g	26538	7.6%
h	26538	7.6%
f	24208	6.9%
s	18554	5.3%
t	12104	3.5%
Other values (8)	38109	10.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	349751	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	55858	16.0%
e	41867	12.0%
u	39271	11.2%
i	36312	10.4%
o	30392	8.7%
g	26538	7.6%
h	26538	7.6%
f	24208	6.9%
s	18554	5.3%
t	12104	3.5%
Other values (8)	38109	10.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	349751	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	55858	16.0%
e	41867	12.0%
u	39271	11.2%
i	36312	10.4%
o	30392	8.7%
g	26538	7.6%
h	26538	7.6%
f	24208	6.9%
s	18554	5.3%
t	12104	3.5%
Other values (8)	38109	10.9%

quantity_group
Text

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	371.4 KiB

Length

Max length	12
Median length	6
Mean length	7.360079966
Min length	3

Characters and Unicode

Total characters	349751
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	insufficient
2nd row	enough
3rd row	enough
4th row	insufficient
5th row	enough

Value	Count	Frequency (%)
enough	26538	55.8%
insufficient	12104	25.5%
dry	5024	10.6%
seasonal	3225	6.8%
unknown	629	1.3%

Most occurring characters

Value	Count	Frequency (%)
n	55858	16.0%
e	41867	12.0%
u	39271	11.2%
i	36312	10.4%
o	30392	8.7%
g	26538	7.6%
h	26538	7.6%
f	24208	6.9%
s	18554	5.3%
t	12104	3.5%
Other values (8)	38109	10.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	349751	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	55858	16.0%
e	41867	12.0%
u	39271	11.2%
i	36312	10.4%
o	30392	8.7%
g	26538	7.6%
h	26538	7.6%
f	24208	6.9%
s	18554	5.3%
t	12104	3.5%
Other values (8)	38109	10.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	349751	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	55858	16.0%
e	41867	12.0%
u	39271	11.2%
i	36312	10.4%
o	30392	8.7%
g	26538	7.6%
h	26538	7.6%
f	24208	6.9%
s	18554	5.3%
t	12104	3.5%
Other values (8)	38109	10.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	349751	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	55858	16.0%
e	41867	12.0%
u	39271	11.2%
i	36312	10.4%
o	30392	8.7%
g	26538	7.6%
h	26538	7.6%
f	24208	6.9%
s	18554	5.3%
t	12104	3.5%
Other values (8)	38109	10.9%

source
Text

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	371.4 KiB

Length

Max length	20
Median length	12
Mean length	8.986637205
Min length	3

Characters and Unicode

Total characters	427045
Distinct characters	21
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	spring
2nd row	shallow well
3rd row	shallow well
4th row	river
5th row	shallow well

Value	Count	Frequency (%)
shallow	13540	18.7%
well	13540	18.7%
spring	13537	18.7%
machine	8849	12.2%
dbh	8849	12.2%
river	7719	10.7%
rainwater	1829	2.5%
harvesting	1829	2.5%
hand	701	1.0%
dtw	701	1.0%
Other values (4)	1345	1.9%

Most occurring characters

Value	Count	Frequency (%)
l	54766	12.8%
r	34640	8.1%
e	34550	8.1%
h	33946	7.9%
i	33763	7.9%
a	29688	7.0%
w	29666	6.9%
s	28906	6.8%
n	26913	6.3%
	24919	5.8%
Other values (11)	95288	22.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	402126	94.2%
Space Separator	24919	5.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
l	54766	13.6%
r	34640	8.6%
e	34550	8.6%
h	33946	8.4%
i	33763	8.4%
a	29688	7.4%
w	29666	7.4%
s	28906	7.2%
n	26913	6.7%
g	15366	3.8%
Other values (10)	79922	19.9%

Space Separator

Value	Count	Frequency (%)
	24919	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	402126	94.2%
Common	24919	5.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
l	54766	13.6%
r	34640	8.6%
e	34550	8.6%
h	33946	8.4%
i	33763	8.4%
a	29688	7.4%
w	29666	7.4%
s	28906	7.2%
n	26913	6.7%
g	15366	3.8%
Other values (10)	79922	19.9%

Common

Value	Count	Frequency (%)
	24919	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	427045	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
l	54766	12.8%
r	34640	8.1%
e	34550	8.1%
h	33946	7.9%
i	33763	7.9%
a	29688	7.0%
w	29666	6.9%
s	28906	6.8%
n	26913	6.3%
	24919	5.8%
Other values (11)	95288	22.3%

source_type
Text

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	371.4 KiB

Length

Max length	20
Median length	12
Mean length	9.314330808
Min length	3

Characters and Unicode

Total characters	442617
Distinct characters	20
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	spring
2nd row	shallow well
3rd row	shallow well
4th row	river/lake
5th row	shallow well

Value	Count	Frequency (%)
shallow	13540	21.5%
well	13540	21.5%
spring	13537	21.5%
borehole	9550	15.2%
river/lake	8325	13.2%
rainwater	1829	2.9%
harvesting	1829	2.9%
dam	505	0.8%
other	234	0.4%

Most occurring characters

Value	Count	Frequency (%)
l	72035	16.3%
e	53182	12.0%
r	45458	10.3%
o	32874	7.4%
w	28909	6.5%
s	28906	6.5%
a	27857	6.3%
i	25520	5.8%
h	25153	5.7%
n	17195	3.9%
Other values (10)	85528	19.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	418923	94.6%
Space Separator	15369	3.5%
Other Punctuation	8325	1.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
l	72035	17.2%
e	53182	12.7%
r	45458	10.9%
o	32874	7.8%
w	28909	6.9%
s	28906	6.9%
a	27857	6.6%
i	25520	6.1%
h	25153	6.0%
n	17195	4.1%
Other values (8)	61834	14.8%

Space Separator

Value	Count	Frequency (%)
	15369	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	8325	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	418923	94.6%
Common	23694	5.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
l	72035	17.2%
e	53182	12.7%
r	45458	10.9%
o	32874	7.8%
w	28909	6.9%
s	28906	6.9%
a	27857	6.6%
i	25520	6.1%
h	25153	6.0%
n	17195	4.1%
Other values (8)	61834	14.8%

Common

Value	Count	Frequency (%)
	15369	64.9%
/	8325	35.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	442617	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
l	72035	16.3%
e	53182	12.0%
r	45458	10.3%
o	32874	7.4%
w	28909	6.5%
s	28906	6.5%
a	27857	6.3%
i	25520	5.8%
h	25153	5.7%
n	17195	3.9%
Other values (10)	85528	19.3%

source_class
Text

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	371.4 KiB

Length

Max length	11
Median length	11
Mean length	10.08308081
Min length	7

Characters and Unicode

Total characters	479148
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	groundwater
2nd row	groundwater
3rd row	groundwater
4th row	surface
5th row	groundwater

Value	Count	Frequency (%)
groundwater	36627	77.1%
surface	10659	22.4%
unknown	234	0.5%

Most occurring characters

Value	Count	Frequency (%)
r	83913	17.5%
u	47520	9.9%
a	47286	9.9%
e	47286	9.9%
n	37329	7.8%
o	36861	7.7%
w	36861	7.7%
g	36627	7.6%
d	36627	7.6%
t	36627	7.6%
Other values (4)	32211	6.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	479148	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	83913	17.5%
u	47520	9.9%
a	47286	9.9%
e	47286	9.9%
n	37329	7.8%
o	36861	7.7%
w	36861	7.7%
g	36627	7.6%
d	36627	7.6%
t	36627	7.6%
Other values (4)	32211	6.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	479148	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	83913	17.5%
u	47520	9.9%
a	47286	9.9%
e	47286	9.9%
n	37329	7.8%
o	36861	7.7%
w	36861	7.7%
g	36627	7.6%
d	36627	7.6%
t	36627	7.6%
Other values (4)	32211	6.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	479148	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	83913	17.5%
u	47520	9.9%
a	47286	9.9%
e	47286	9.9%
n	37329	7.8%
o	36861	7.7%
w	36861	7.7%
g	36627	7.6%
d	36627	7.6%
t	36627	7.6%
Other values (4)	32211	6.7%

waterpoint_type
Text

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	371.4 KiB

Length

Max length	27
Median length	18
Mean length	14.80359848
Min length	3

Characters and Unicode

Total characters	703467
Distinct characters	18
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	communal standpipe
2nd row	hand pump
3rd row	other
4th row	communal standpipe
5th row	other

Value	Count	Frequency (%)
communal	27615	29.1%
standpipe	27615	29.1%
hand	14073	14.8%
pump	14073	14.8%
other	5098	5.4%
multiple	4830	5.1%
improved	639	0.7%
spring	639	0.7%
cattle	91	0.1%
trough	91	0.1%

Most occurring characters

Value	Count	Frequency (%)
p	89484	12.7%
m	74776	10.6%
n	69942	9.9%
a	69398	9.9%
	47248	6.7%
u	46609	6.6%
d	42331	6.0%
e	38273	5.4%
t	37816	5.4%
l	37366	5.3%
Other values (8)	150224	21.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	656219	93.3%
Space Separator	47248	6.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
p	89484	13.6%
m	74776	11.4%
n	69942	10.7%
a	69398	10.6%
u	46609	7.1%
d	42331	6.5%
e	38273	5.8%
t	37816	5.8%
l	37366	5.7%
i	33723	5.1%
Other values (7)	116501	17.8%

Space Separator

Value	Count	Frequency (%)
	47248	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	656219	93.3%
Common	47248	6.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
p	89484	13.6%
m	74776	11.4%
n	69942	10.7%
a	69398	10.6%
u	46609	7.1%
d	42331	6.5%
e	38273	5.8%
t	37816	5.8%
l	37366	5.7%
i	33723	5.1%
Other values (7)	116501	17.8%

Common

Value	Count	Frequency (%)
	47248	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	703467	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
p	89484	12.7%
m	74776	10.6%
n	69942	9.9%
a	69398	9.9%
	47248	6.7%
u	46609	6.6%
d	42331	6.0%
e	38273	5.4%
t	37816	5.4%
l	37366	5.3%
Other values (8)	150224	21.4%

waterpoint_type_group
Text

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	371.4 KiB

Length

Max length	18
Median length	18
Mean length	13.88882576
Min length	3

Characters and Unicode

Total characters	659997
Distinct characters	18
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	communal standpipe
2nd row	hand pump
3rd row	other
4th row	communal standpipe
5th row	other

Value	Count	Frequency (%)
communal	27615	30.7%
standpipe	27615	30.7%
hand	14073	15.6%
pump	14073	15.6%
other	5098	5.7%
improved	639	0.7%
spring	639	0.7%
cattle	91	0.1%
trough	91	0.1%
dam	4	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
p	84654	12.8%
m	69946	10.6%
n	69942	10.6%
a	69398	10.5%
	42418	6.4%
d	42331	6.4%
u	41779	6.3%
e	33443	5.1%
o	33443	5.1%
t	32986	5.0%
Other values (8)	139657	21.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	617579	93.6%
Space Separator	42418	6.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
p	84654	13.7%
m	69946	11.3%
n	69942	11.3%
a	69398	11.2%
d	42331	6.9%
u	41779	6.8%
e	33443	5.4%
o	33443	5.4%
t	32986	5.3%
i	28893	4.7%
Other values (7)	110764	17.9%

Space Separator

Value	Count	Frequency (%)
	42418	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	617579	93.6%
Common	42418	6.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
p	84654	13.7%
m	69946	11.3%
n	69942	11.3%
a	69398	11.2%
d	42331	6.9%
u	41779	6.8%
e	33443	5.4%
o	33443	5.4%
t	32986	5.3%
i	28893	4.7%
Other values (7)	110764	17.9%

Common

Value	Count	Frequency (%)
	42418	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	659997	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
p	84654	12.8%
m	69946	10.6%
n	69942	10.6%
a	69398	10.5%
	42418	6.4%
d	42331	6.4%
u	41779	6.3%
e	33443	5.1%
o	33443	5.1%
t	32986	5.0%
Other values (8)	139657	21.2%

status_group
Text

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	371.4 KiB

Length

Max length	23
Median length	10
Mean length	12.48455387
Min length	10

Characters and Unicode

Total characters	593266
Distinct characters	15
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	functional
2nd row	functional
3rd row	non functional
4th row	non functional
5th row	non functional

Value	Count	Frequency (%)
functional	47520	65.4%
non	18252	25.1%
needs	3466	4.8%
repair	3466	4.8%

Most occurring characters

Value	Count	Frequency (%)
n	135010	22.8%
o	65772	11.1%
i	50986	8.6%
a	50986	8.6%
f	47520	8.0%
u	47520	8.0%
c	47520	8.0%
t	47520	8.0%
l	47520	8.0%
	25184	4.2%
Other values (5)	27728	4.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	568082	95.8%
Space Separator	25184	4.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	135010	23.8%
o	65772	11.6%
i	50986	9.0%
a	50986	9.0%
f	47520	8.4%
u	47520	8.4%
c	47520	8.4%
t	47520	8.4%
l	47520	8.4%
e	10398	1.8%
Other values (4)	17330	3.1%

Space Separator

Value	Count	Frequency (%)
	25184	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	568082	95.8%
Common	25184	4.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	135010	23.8%
o	65772	11.6%
i	50986	9.0%
a	50986	9.0%
f	47520	8.4%
u	47520	8.4%
c	47520	8.4%
t	47520	8.4%
l	47520	8.4%
e	10398	1.8%
Other values (4)	17330	3.1%

Common

Value	Count	Frequency (%)
	25184	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	593266	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	135010	22.8%
o	65772	11.1%
i	50986	8.6%
a	50986	8.6%
f	47520	8.0%
u	47520	8.0%
c	47520	8.0%
t	47520	8.0%
l	47520	8.0%
	25184	4.2%
Other values (5)	27728	4.7%

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Other Punctuation

Open Punctuation

Close Punctuation

Space Separator

Dash Punctuation

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Lowercase Letter

Other Punctuation

Decimal Number

Open Punctuation

Close Punctuation

Space Separator

Dash Punctuation

Connector Punctuation

Currency Symbol

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Other Punctuation

Open Punctuation

Close Punctuation

Space Separator

Dash Punctuation

Connector Punctuation

Modifier Symbol

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Most occurring scripts